Overview
Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.6 MiB |
| Average record size in memory | 165.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 3 |
| Boolean | 13 |
credit_per_loan is highly overall correlated with debt_to_income and 2 other fields | High correlation |
debt_to_income is highly overall correlated with credit_per_loan and 3 other fields | High correlation |
dependents_to_income is highly overall correlated with num_dependents | High correlation |
home_ownership_OWN is highly overall correlated with home_ownership_RENT | High correlation |
home_ownership_RENT is highly overall correlated with home_ownership_OWN | High correlation |
income is highly overall correlated with debt_to_income and 2 other fields | High correlation |
loan_amount is highly overall correlated with credit_per_loan and 2 other fields | High correlation |
loan_to_income is highly overall correlated with credit_per_loan and 3 other fields | High correlation |
marital_status_Married is highly overall correlated with marital_status_Single | High correlation |
marital_status_Single is highly overall correlated with marital_status_Married | High correlation |
num_dependents is highly overall correlated with dependents_to_income | High correlation |
target_default_risk is highly overall correlated with income | High correlation |
recent_default is highly imbalanced (72.6%) | Imbalance |
home_ownership_OTHER is highly imbalanced (73.4%) | Imbalance |
education_Other is highly imbalanced (71.4%) | Imbalance |
education_PhD is highly imbalanced (73.0%) | Imbalance |
marital_status_Widowed is highly imbalanced (70.9%) | Imbalance |
num_dependents has 2984 (29.8%) zeros | Zeros |
signup_dayofweek has 1454 (14.5%) zeros | Zeros |
dependents_to_income has 2984 (29.8%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-06 10:16:05.660025 |
|---|---|
| Analysis finished | 2026-01-06 10:18:13.618309 |
| Duration | 2 minutes and 7.96 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.8616 |
| Minimum | 18 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 32 |
| median | 46 |
| Q3 | 60 |
| 95-th percentile | 72 |
| Maximum | 74 |
| Range | 56 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 16.457987 |
|---|---|
| Coefficient of variation (CV) | 0.35886203 |
| Kurtosis | -1.1934533 |
| Mean | 45.8616 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.017032931 |
| Sum | 458616 |
| Variance | 270.86533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 54 | 209 | 2.1% |
| 73 | 209 | 2.1% |
| 53 | 199 | 2.0% |
| 36 | 194 | 1.9% |
| 34 | 192 | 1.9% |
| 48 | 191 | 1.9% |
| 46 | 190 | 1.9% |
| 25 | 189 | 1.9% |
| 21 | 187 | 1.9% |
| 58 | 186 | 1.9% |
| Other values (47) | 8054 |
| Value | Count | Frequency (%) |
| 18 | 165 | |
| 19 | 177 | |
| 20 | 186 | |
| 21 | 187 | |
| 22 | 177 | |
| 23 | 166 | |
| 24 | 174 | |
| 25 | 189 | |
| 26 | 185 | |
| 27 | 168 |
| Value | Count | Frequency (%) |
| 74 | 181 | |
| 73 | 209 | |
| 72 | 165 | |
| 71 | 172 | |
| 70 | 179 | |
| 69 | 166 | |
| 68 | 163 | |
| 67 | 159 | |
| 66 | 167 | |
| 65 | 148 |
income
Real number (ℝ)
High correlation
| Distinct | 8632 |
|---|---|
| Distinct (%) | 86.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57469.287 |
| Minimum | 20001 |
|---|---|
| Maximum | 140959.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 20001 |
|---|---|
| 5-th percentile | 22247.85 |
| Q1 | 31753.75 |
| median | 47301.5 |
| Q3 | 73914 |
| 95-th percentile | 138951 |
| Maximum | 140959.88 |
| Range | 120958.88 |
| Interquartile range (IQR) | 42160.25 |
Descriptive statistics
| Standard deviation | 33077.06 |
|---|---|
| Coefficient of variation (CV) | 0.57556064 |
| Kurtosis | 0.35263367 |
| Mean | 57469.287 |
| Median Absolute Deviation (MAD) | 18540 |
| Skewness | 1.1099336 |
| Sum | 5.7469287 × 108 |
| Variance | 1.0940919 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140959.875 | 479 | 4.8% |
| 47301.5 | 318 | 3.2% |
| 20702 | 4 | < 0.1% |
| 21232 | 4 | < 0.1% |
| 30946 | 3 | < 0.1% |
| 31008 | 3 | < 0.1% |
| 23533 | 3 | < 0.1% |
| 22016 | 3 | < 0.1% |
| 23938 | 3 | < 0.1% |
| 25240 | 3 | < 0.1% |
| Other values (8622) | 9177 |
| Value | Count | Frequency (%) |
| 20001 | 1 | |
| 20003 | 1 | |
| 20012 | 1 | |
| 20018 | 1 | |
| 20024 | 1 | |
| 20027 | 1 | |
| 20031 | 2 | |
| 20034 | 1 | |
| 20040 | 1 | |
| 20046 | 1 |
| Value | Count | Frequency (%) |
| 140959.875 | 479 | |
| 140951 | 1 | < 0.1% |
| 140902 | 1 | < 0.1% |
| 140867 | 1 | < 0.1% |
| 140691 | 1 | < 0.1% |
| 140690 | 1 | < 0.1% |
| 140678 | 1 | < 0.1% |
| 140504 | 1 | < 0.1% |
| 140498 | 1 | < 0.1% |
| 140467 | 1 | < 0.1% |
savings
Real number (ℝ)
| Distinct | 6035 |
|---|---|
| Distinct (%) | 60.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4747.2793 |
| Minimum | 0 |
|---|---|
| Maximum | 15251 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 271 |
| Q1 | 1530 |
| median | 3499 |
| Q3 | 6826 |
| 95-th percentile | 14803.05 |
| Maximum | 15251 |
| Range | 15251 |
| Interquartile range (IQR) | 5296 |
Descriptive statistics
| Standard deviation | 4143.2224 |
|---|---|
| Coefficient of variation (CV) | 0.87275724 |
| Kurtosis | 0.35315755 |
| Mean | 4747.2793 |
| Median Absolute Deviation (MAD) | 2349 |
| Skewness | 1.1026289 |
| Sum | 47472793 |
| Variance | 17166292 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15251 | 472 | 4.7% |
| 3499 | 313 | 3.1% |
| 1308 | 8 | 0.1% |
| 275 | 7 | 0.1% |
| 1803 | 6 | 0.1% |
| 44 | 6 | 0.1% |
| 3252 | 6 | 0.1% |
| 956 | 6 | 0.1% |
| 46 | 6 | 0.1% |
| 723 | 6 | 0.1% |
| Other values (6025) | 9164 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 3 | |
| 2 | 1 | < 0.1% |
| 3 | 2 | |
| 4 | 3 | |
| 5 | 4 | |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | |
| 10 | 2 |
| Value | Count | Frequency (%) |
| 15251 | 472 | |
| 15248 | 1 | < 0.1% |
| 15230 | 1 | < 0.1% |
| 15223 | 1 | < 0.1% |
| 15183 | 1 | < 0.1% |
| 15158 | 1 | < 0.1% |
| 15152 | 1 | < 0.1% |
| 15124 | 1 | < 0.1% |
| 15103 | 1 | < 0.1% |
| 15056 | 1 | < 0.1% |
monthly_expenses
Real number (ℝ)
| Distinct | 3000 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2016.6226 |
| Minimum | 200 |
|---|---|
| Maximum | 4186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 200 |
|---|---|
| 5-th percentile | 711.95 |
| Q1 | 1492 |
| median | 2007 |
| Q3 | 2540 |
| 95-th percentile | 3344.05 |
| Maximum | 4186 |
| Range | 3986 |
| Interquartile range (IQR) | 1048 |
Descriptive statistics
| Standard deviation | 786.38505 |
|---|---|
| Coefficient of variation (CV) | 0.38995152 |
| Kurtosis | -0.10892491 |
| Mean | 2016.6226 |
| Median Absolute Deviation (MAD) | 523 |
| Skewness | 0.1063218 |
| Sum | 20166226 |
| Variance | 618401.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2007 | 331 | 3.3% |
| 200 | 124 | 1.2% |
| 4186 | 70 | 0.7% |
| 1495 | 14 | 0.1% |
| 2064 | 13 | 0.1% |
| 1528 | 13 | 0.1% |
| 1600 | 12 | 0.1% |
| 2361 | 12 | 0.1% |
| 2410 | 11 | 0.1% |
| 2568 | 11 | 0.1% |
| Other values (2990) | 9389 |
| Value | Count | Frequency (%) |
| 200 | 124 | |
| 202 | 1 | < 0.1% |
| 204 | 1 | < 0.1% |
| 209 | 1 | < 0.1% |
| 222 | 1 | < 0.1% |
| 223 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 227 | 1 | < 0.1% |
| 230 | 2 | < 0.1% |
| 232 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4186 | 70 | |
| 4184 | 2 | < 0.1% |
| 4171 | 1 | < 0.1% |
| 4130 | 1 | < 0.1% |
| 4126 | 1 | < 0.1% |
| 4123 | 1 | < 0.1% |
| 4118 | 1 | < 0.1% |
| 4107 | 1 | < 0.1% |
| 4094 | 1 | < 0.1% |
| 4092 | 3 | < 0.1% |
num_dependents
Real number (ℝ)
High correlation Zeros
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2142 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2984 |
| Zeros (%) | 29.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1089821 |
|---|---|
| Coefficient of variation (CV) | 0.91334386 |
| Kurtosis | 0.98351171 |
| Mean | 1.2142 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.94154018 |
| Sum | 12142 |
| Variance | 1.2298413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3603 | |
| 0 | 2984 | |
| 2 | 2166 | |
| 3 | 891 | 8.9% |
| 4 | 275 | 2.8% |
| 5 | 57 | 0.6% |
| 6 | 19 | 0.2% |
| 7 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2984 | |
| 1 | 3603 | |
| 2 | 2166 | |
| 3 | 891 | 8.9% |
| 4 | 275 | 2.8% |
| 5 | 57 | 0.6% |
| 6 | 19 | 0.2% |
| 7 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 7 | 5 | 0.1% |
| 6 | 19 | 0.2% |
| 5 | 57 | 0.6% |
| 4 | 275 | 2.8% |
| 3 | 891 | 8.9% |
| 2 | 2166 | |
| 1 | 3603 | |
| 0 | 2984 |
credit_score
Real number (ℝ)
| Distinct | 9615 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 650.17551 |
| Minimum | 459.16859 |
|---|---|
| Maximum | 840.55874 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 459.16859 |
|---|---|
| 5-th percentile | 538.05669 |
| Q1 | 604.17918 |
| median | 649.80832 |
| Q3 | 695.50082 |
| 95-th percentile | 764.64952 |
| Maximum | 840.55874 |
| Range | 381.39015 |
| Interquartile range (IQR) | 91.321637 |
Descriptive statistics
| Standard deviation | 68.484462 |
|---|---|
| Coefficient of variation (CV) | 0.10533227 |
| Kurtosis | -0.10014083 |
| Mean | 650.17551 |
| Median Absolute Deviation (MAD) | 45.689101 |
| Skewness | 0.02627284 |
| Sum | 6501755.1 |
| Variance | 4690.1215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 649.8083219 | 326 | 3.3% |
| 840.558739 | 36 | 0.4% |
| 459.1685879 | 26 | 0.3% |
| 721.7437358 | 1 | < 0.1% |
| 572.7187537 | 1 | < 0.1% |
| 714.8130256 | 1 | < 0.1% |
| 611.3507394 | 1 | < 0.1% |
| 663.9755557 | 1 | < 0.1% |
| 605.0762041 | 1 | < 0.1% |
| 683.2919671 | 1 | < 0.1% |
| Other values (9605) | 9605 |
| Value | Count | Frequency (%) |
| 459.1685879 | 26 | |
| 459.6769347 | 1 | < 0.1% |
| 460.0597449 | 1 | < 0.1% |
| 460.1560988 | 1 | < 0.1% |
| 460.3914286 | 1 | < 0.1% |
| 460.656415 | 1 | < 0.1% |
| 461.1399293 | 1 | < 0.1% |
| 461.5709848 | 1 | < 0.1% |
| 462.4578223 | 1 | < 0.1% |
| 463.1337218 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 840.558739 | 36 | |
| 840.4055592 | 1 | < 0.1% |
| 838.9573341 | 1 | < 0.1% |
| 838.8828133 | 1 | < 0.1% |
| 838.7996565 | 1 | < 0.1% |
| 837.1923518 | 1 | < 0.1% |
| 837.0635466 | 1 | < 0.1% |
| 837.0599985 | 1 | < 0.1% |
| 837.0444536 | 1 | < 0.1% |
| 835.7463625 | 1 | < 0.1% |
loan_amount
Real number (ℝ)
High correlation
| Distinct | 7911 |
|---|---|
| Distinct (%) | 79.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15549.856 |
| Minimum | 1000 |
|---|---|
| Maximum | 41846.625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 8508.5 |
| median | 15174.5 |
| Q3 | 21843.75 |
| 95-th percentile | 31818.15 |
| Maximum | 41846.625 |
| Range | 40846.625 |
| Interquartile range (IQR) | 13335.25 |
Descriptive statistics
| Standard deviation | 9348.6275 |
|---|---|
| Coefficient of variation (CV) | 0.60120347 |
| Kurtosis | -0.31421745 |
| Mean | 15549.856 |
| Median Absolute Deviation (MAD) | 6669.5 |
| Skewness | 0.37343863 |
| Sum | 1.5549856 × 108 |
| Variance | 87396837 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 740 | 7.4% |
| 41846.625 | 89 | 0.9% |
| 12928 | 7 | 0.1% |
| 10000 | 6 | 0.1% |
| 14611 | 4 | < 0.1% |
| 20001 | 4 | < 0.1% |
| 19673 | 4 | < 0.1% |
| 21285 | 4 | < 0.1% |
| 18741 | 4 | < 0.1% |
| 9015 | 4 | < 0.1% |
| Other values (7901) | 9134 |
| Value | Count | Frequency (%) |
| 1000 | 740 | |
| 1004 | 1 | < 0.1% |
| 1005 | 1 | < 0.1% |
| 1013 | 1 | < 0.1% |
| 1021 | 1 | < 0.1% |
| 1024 | 1 | < 0.1% |
| 1029 | 1 | < 0.1% |
| 1035 | 1 | < 0.1% |
| 1049 | 1 | < 0.1% |
| 1060 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 41846.625 | 89 | |
| 41746 | 1 | < 0.1% |
| 41716 | 1 | < 0.1% |
| 41701 | 1 | < 0.1% |
| 41677 | 1 | < 0.1% |
| 41631 | 1 | < 0.1% |
| 41544 | 1 | < 0.1% |
| 41516 | 1 | < 0.1% |
| 41425 | 1 | < 0.1% |
| 41321 | 1 | < 0.1% |
loan_term_months
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.642 |
| Minimum | 12 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 36 |
| median | 48 |
| Q3 | 60 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 60 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.475134 |
|---|---|
| Coefficient of variation (CV) | 0.33905469 |
| Kurtosis | -0.44393278 |
| Mean | 45.642 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.19759142 |
| Sum | 456420 |
| Variance | 239.47978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48 | 2998 | |
| 36 | 2523 | |
| 60 | 2008 | |
| 72 | 1003 | 10.0% |
| 24 | 948 | 9.5% |
| 12 | 520 | 5.2% |
| Value | Count | Frequency (%) |
| 12 | 520 | 5.2% |
| 24 | 948 | 9.5% |
| 36 | 2523 | |
| 48 | 2998 | |
| 60 | 2008 | |
| 72 | 1003 | 10.0% |
| Value | Count | Frequency (%) |
| 72 | 1003 | 10.0% |
| 60 | 2008 | |
| 48 | 2998 | |
| 36 | 2523 | |
| 24 | 948 | 9.5% |
| 12 | 520 | 5.2% |
employment_years
Real number (ℝ)
| Distinct | 182 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.39701 |
| Minimum | 0 |
|---|---|
| Maximum | 21.5 |
| Zeros | 44 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 2.7 |
| median | 5.1 |
| Q3 | 7.7 |
| 95-th percentile | 11.5 |
| Maximum | 21.5 |
| Range | 21.5 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.4136997 |
|---|---|
| Coefficient of variation (CV) | 0.63251683 |
| Kurtosis | -0.14701843 |
| Mean | 5.39701 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0.52890029 |
| Sum | 53970.1 |
| Variance | 11.653345 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.4 | 124 | 1.2% |
| 2.9 | 121 | 1.2% |
| 3.8 | 119 | 1.2% |
| 5.3 | 119 | 1.2% |
| 0.1 | 118 | 1.2% |
| 3.6 | 118 | 1.2% |
| 4.9 | 116 | 1.2% |
| 4.7 | 116 | 1.2% |
| 4.6 | 114 | 1.1% |
| 2.5 | 114 | 1.1% |
| Other values (172) | 8821 |
| Value | Count | Frequency (%) |
| 0 | 44 | 0.4% |
| 0.1 | 118 | |
| 0.2 | 101 | |
| 0.3 | 91 | |
| 0.4 | 78 | |
| 0.5 | 92 | |
| 0.6 | 83 | |
| 0.7 | 97 | |
| 0.8 | 89 | |
| 0.9 | 99 |
| Value | Count | Frequency (%) |
| 21.5 | 1 | |
| 19.5 | 1 | |
| 18.9 | 1 | |
| 18.4 | 1 | |
| 18.2 | 2 | |
| 17.9 | 1 | |
| 17.8 | 1 | |
| 17.7 | 1 | |
| 17.6 | 2 | |
| 17.5 | 1 |
recent_default
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 0.0 | |
|---|---|
| 1.0 | 470 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 9530 | |
| 1.0 | 470 | 4.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 9530 | |
| 1.0 | 470 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19530 | |
| . | 10000 | |
| 1 | 470 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19530 | |
| . | 10000 | |
| 1 | 470 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19530 | |
| . | 10000 | |
| 1 | 470 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19530 | |
| . | 10000 | |
| 1 | 470 | 1.6% |
has_credit_card
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 6948 | |
| 0.0 | 3052 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 6948 | |
| 0.0 | 3052 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13052 | |
| . | 10000 | |
| 1 | 6948 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13052 | |
| . | 10000 | |
| 1 | 6948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13052 | |
| . | 10000 | |
| 1 | 6948 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13052 | |
| . | 10000 | |
| 1 | 6948 |
signup_dayofweek
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0119 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1454 |
| Zeros (%) | 14.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.003986 |
|---|---|
| Coefficient of variation (CV) | 0.6653561 |
| Kurtosis | -1.2553989 |
| Mean | 3.0119 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.017084941 |
| Sum | 30119 |
| Variance | 4.01596 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1488 | |
| 2 | 1461 | |
| 0 | 1454 | |
| 4 | 1430 | |
| 6 | 1420 | |
| 3 | 1385 | |
| 1 | 1362 |
| Value | Count | Frequency (%) |
| 0 | 1454 | |
| 1 | 1362 | |
| 2 | 1461 | |
| 3 | 1385 | |
| 4 | 1430 | |
| 5 | 1488 | |
| 6 | 1420 |
| Value | Count | Frequency (%) |
| 6 | 1420 | |
| 5 | 1488 | |
| 4 | 1430 | |
| 3 | 1385 | |
| 2 | 1461 | |
| 1 | 1362 | |
| 0 | 1454 |
debt_to_income
Real number (ℝ)
High correlation
| Distinct | 1030 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3511229 |
| Minimum | 0.004 |
|---|---|
| Maximum | 1.072 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.004 |
|---|---|
| 5-th percentile | 0.024 |
| Q1 | 0.132 |
| median | 0.275 |
| Q3 | 0.508 |
| 95-th percentile | 0.96 |
| Maximum | 1.072 |
| Range | 1.068 |
| Interquartile range (IQR) | 0.376 |
Descriptive statistics
| Standard deviation | 0.28053519 |
|---|---|
| Coefficient of variation (CV) | 0.79896581 |
| Kurtosis | 0.098464982 |
| Mean | 0.3511229 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.9517573 |
| Sum | 3511.229 |
| Variance | 0.078699994 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.072 | 318 | 3.2% |
| 0.024 | 40 | 0.4% |
| 0.017 | 40 | 0.4% |
| 0.028 | 37 | 0.4% |
| 0.011 | 36 | 0.4% |
| 0.012 | 34 | 0.3% |
| 0.026 | 33 | 0.3% |
| 0.018 | 32 | 0.3% |
| 0.13 | 31 | 0.3% |
| 0.02 | 31 | 0.3% |
| Other values (1020) | 9368 |
| Value | Count | Frequency (%) |
| 0.004 | 5 | 0.1% |
| 0.005 | 4 | < 0.1% |
| 0.006 | 16 | |
| 0.007 | 22 | |
| 0.008 | 23 | |
| 0.009 | 22 | |
| 0.01 | 23 | |
| 0.011 | 36 | |
| 0.012 | 34 | |
| 0.013 | 27 |
| Value | Count | Frequency (%) |
| 1.072 | 318 | |
| 1.071 | 2 | < 0.1% |
| 1.068 | 1 | < 0.1% |
| 1.066 | 2 | < 0.1% |
| 1.063 | 1 | < 0.1% |
| 1.062 | 1 | < 0.1% |
| 1.061 | 1 | < 0.1% |
| 1.06 | 2 | < 0.1% |
| 1.058 | 2 | < 0.1% |
| 1.056 | 2 | < 0.1% |
sin_age
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.10038733 |
| Minimum | -0.99992326 |
|---|---|
| Maximum | 0.97384763 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5473 |
| Negative (%) | 54.7% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | -0.99992326 |
|---|---|
| 5-th percentile | -0.993691 |
| Q1 | -0.7568025 |
| median | -0.15774569 |
| Q3 | 0.51550137 |
| 95-th percentile | 0.90929743 |
| Maximum | 0.97384763 |
| Range | 1.9737709 |
| Interquartile range (IQR) | 1.2723039 |
Descriptive statistics
| Standard deviation | 0.66742807 |
|---|---|
| Coefficient of variation (CV) | -6.6485288 |
| Kurtosis | -1.4372524 |
| Mean | -0.10038733 |
| Median Absolute Deviation (MAD) | 0.65185905 |
| Skewness | 0.13670034 |
| Sum | -1003.8733 |
| Variance | 0.44546023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7727644876 | 209 | 2.1% |
| 0.8504366206 | 209 | 2.1% |
| -0.8322674422 | 199 | 2.0% |
| -0.4425204433 | 194 | 1.9% |
| -0.255541102 | 192 | 1.9% |
| -0.9961646088 | 191 | 1.9% |
| -0.9936910036 | 190 | 1.9% |
| 0.5984721441 | 189 | 1.9% |
| 0.8632093666 | 187 | 1.9% |
| -0.4646021794 | 186 | 1.9% |
| Other values (47) | 8054 |
| Value | Count | Frequency (%) |
| -0.9999232576 | 180 | |
| -0.9961646088 | 191 | |
| -0.9936910036 | 190 | |
| -0.9824526126 | 185 | |
| -0.9775301177 | 170 | |
| -0.9589242747 | 177 | |
| -0.9516020739 | 147 | |
| -0.9258146823 | 154 | |
| -0.9161659367 | 164 | |
| -0.8834546557 | 164 |
| Value | Count | Frequency (%) |
| 0.9738476309 | 165 | |
| 0.9463000877 | 177 | |
| 0.9092974268 | 186 | |
| 0.8987080958 | 181 | |
| 0.8632093666 | 187 | |
| 0.8504366206 | 209 | |
| 0.8084964038 | 177 | |
| 0.7936678638 | 165 | |
| 0.7457052122 | 166 | |
| 0.7289690401 | 172 |
target_default_risk
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5132 | |
| 0 | 4868 |
loan_to_income
Real number (ℝ)
High correlation
| Distinct | 9924 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3603494 |
| Minimum | 0.0070941671 |
|---|---|
| Maximum | 1.8806627 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.0070941671 |
|---|---|
| 5-th percentile | 0.023692617 |
| Q1 | 0.13774766 |
| median | 0.27824818 |
| Q3 | 0.50676742 |
| 95-th percentile | 0.95988535 |
| Maximum | 1.8806627 |
| Range | 1.8735685 |
| Interquartile range (IQR) | 0.36901976 |
Descriptive statistics
| Standard deviation | 0.30169161 |
|---|---|
| Coefficient of variation (CV) | 0.8372197 |
| Kurtosis | 2.0450401 |
| Mean | 0.3603494 |
| Median Absolute Deviation (MAD) | 0.16752212 |
| Skewness | 1.3563514 |
| Sum | 3603.494 |
| Variance | 0.091017829 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.007094167087 | 35 | 0.4% |
| 0.02114053168 | 26 | 0.3% |
| 0.2968669498 | 7 | 0.1% |
| 0.8846599017 | 3 | < 0.1% |
| 0.1431390093 | 2 | < 0.1% |
| 0.01370257197 | 2 | < 0.1% |
| 0.1097405 | 2 | < 0.1% |
| 0.04109983149 | 2 | < 0.1% |
| 0.2091218574 | 2 | < 0.1% |
| 0.03224870199 | 2 | < 0.1% |
| Other values (9914) | 9917 |
| Value | Count | Frequency (%) |
| 0.007094167087 | 35 | |
| 0.007098844308 | 1 | < 0.1% |
| 0.007243144596 | 1 | < 0.1% |
| 0.007337564662 | 1 | < 0.1% |
| 0.007421315502 | 1 | < 0.1% |
| 0.007448789572 | 1 | < 0.1% |
| 0.007464524846 | 1 | < 0.1% |
| 0.007491983578 | 1 | < 0.1% |
| 0.007556237296 | 1 | < 0.1% |
| 0.007621544582 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.880662667 | 1 | |
| 1.852276248 | 1 | |
| 1.835780873 | 1 | |
| 1.831522453 | 1 | |
| 1.82087181 | 1 | |
| 1.811855949 | 1 | |
| 1.781619358 | 1 | |
| 1.773988936 | 1 | |
| 1.771435677 | 1 | |
| 1.769952251 | 1 |
dependents_to_income
Real number (ℝ)
High correlation Zeros
| Distinct | 6307 |
|---|---|
| Distinct (%) | 63.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8103964 × 10-5 |
| Minimum | 0 |
|---|---|
| Maximum | 0.00029208451 |
| Zeros | 2984 |
| Zeros (%) | 29.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.0814058 × 10-5 |
| Q3 | 4.0709982 × 10-5 |
| 95-th percentile | 9.1431081 × 10-5 |
| Maximum | 0.00029208451 |
| Range | 0.00029208451 |
| Interquartile range (IQR) | 4.0709982 × 10-5 |
Descriptive statistics
| Standard deviation | 3.2022544 × 10-5 |
|---|---|
| Coefficient of variation (CV) | 1.1394316 |
| Kurtosis | 5.4997579 |
| Mean | 2.8103964 × 10-5 |
| Median Absolute Deviation (MAD) | 2.0814058 × 10-5 |
| Skewness | 1.9167087 |
| Sum | 0.28103964 |
| Variance | 1.0254433 × 10-9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2984 | |
| 7.094167087 × 10-6 | 177 | 1.8% |
| 1.418833417 × 10-5 | 111 | 1.1% |
| 2.114053168 × 10-5 | 106 | 1.1% |
| 4.228106337 × 10-5 | 56 | 0.6% |
| 6.342159505 × 10-5 | 46 | 0.5% |
| 2.128250126 × 10-5 | 37 | 0.4% |
| 2.837666835 × 10-5 | 9 | 0.1% |
| 8.456212674 × 10-5 | 6 | 0.1% |
| 3.547083544 × 10-5 | 5 | 0.1% |
| Other values (6297) | 6463 |
| Value | Count | Frequency (%) |
| 0 | 2984 | |
| 7.094167087 × 10-6 | 177 | 1.8% |
| 7.094613769 × 10-6 | 1 | < 0.1% |
| 7.098844308 × 10-6 | 1 | < 0.1% |
| 7.117488381 × 10-6 | 1 | < 0.1% |
| 7.127786965 × 10-6 | 1 | < 0.1% |
| 7.142908164 × 10-6 | 1 | < 0.1% |
| 7.15778624 × 10-6 | 1 | < 0.1% |
| 7.194762213 × 10-6 | 1 | < 0.1% |
| 7.197403177 × 10-6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.0002920845098 | 1 | |
| 0.0002842793518 | 1 | |
| 0.000272900937 | 1 | |
| 0.0002725785935 | 1 | |
| 0.0002670940171 | 1 | |
| 0.0002343237417 | 1 | |
| 0.000232549126 | 1 | |
| 0.0002172873843 | 1 | |
| 0.000205583652 | 1 | |
| 0.000196801968 | 1 |
credit_per_loan
Real number (ℝ)
High correlation
| Distinct | 9964 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10564722 |
| Minimum | 0.011573535 |
|---|---|
| Maximum | 0.83971902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.011573535 |
|---|---|
| 5-th percentile | 0.019796413 |
| Q1 | 0.029481527 |
| median | 0.042977055 |
| Q3 | 0.077430371 |
| 95-th percentile | 0.62517046 |
| Maximum | 0.83971902 |
| Range | 0.82814548 |
| Interquartile range (IQR) | 0.047948843 |
Descriptive statistics
| Standard deviation | 0.16919046 |
|---|---|
| Coefficient of variation (CV) | 1.6014663 |
| Kurtosis | 6.2453623 |
| Mean | 0.10564722 |
| Median Absolute Deviation (MAD) | 0.017089315 |
| Skewness | 2.7332159 |
| Sum | 1056.4722 |
| Variance | 0.028625411 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6491591627 | 26 | 0.3% |
| 0.01552796179 | 5 | 0.1% |
| 0.83971902 | 4 | < 0.1% |
| 0.02719318388 | 2 | < 0.1% |
| 0.458709878 | 2 | < 0.1% |
| 0.06735160882 | 2 | < 0.1% |
| 0.04652787641 | 2 | < 0.1% |
| 0.4628264401 | 1 | < 0.1% |
| 0.04206891347 | 1 | < 0.1% |
| 0.02908838162 | 1 | < 0.1% |
| Other values (9954) | 9954 |
| Value | Count | Frequency (%) |
| 0.01157353545 | 1 | |
| 0.01197169381 | 1 | |
| 0.01230972736 | 1 | |
| 0.01243682149 | 1 | |
| 0.01250324549 | 1 | |
| 0.01254013632 | 1 | |
| 0.01276720798 | 1 | |
| 0.01294964713 | 1 | |
| 0.01300305436 | 1 | |
| 0.01318649932 | 1 |
| Value | Count | Frequency (%) |
| 0.83971902 | 4 | |
| 0.8395659932 | 1 | < 0.1% |
| 0.8299675871 | 1 | < 0.1% |
| 0.8285169522 | 1 | < 0.1% |
| 0.8267447238 | 1 | < 0.1% |
| 0.8227856726 | 1 | < 0.1% |
| 0.8195572021 | 1 | < 0.1% |
| 0.8171296634 | 1 | < 0.1% |
| 0.8167990038 | 1 | < 0.1% |
| 0.8127187999 | 1 | < 0.1% |
account_age_days
Real number (ℝ)
| Distinct | 1982 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1926.4608 |
| Minimum | 928 |
|---|---|
| Maximum | 2927 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 928 |
|---|---|
| 5-th percentile | 1037 |
| Q1 | 1431.75 |
| median | 1919 |
| Q3 | 2425 |
| 95-th percentile | 2827 |
| Maximum | 2927 |
| Range | 1999 |
| Interquartile range (IQR) | 993.25 |
Descriptive statistics
| Standard deviation | 575.41442 |
|---|---|
| Coefficient of variation (CV) | 0.29868992 |
| Kurtosis | -1.1960711 |
| Mean | 1926.4608 |
| Median Absolute Deviation (MAD) | 496 |
| Skewness | 0.016860433 |
| Sum | 19264608 |
| Variance | 331101.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2755 | 14 | 0.1% |
| 1805 | 13 | 0.1% |
| 1728 | 13 | 0.1% |
| 1514 | 13 | 0.1% |
| 1679 | 12 | 0.1% |
| 1340 | 12 | 0.1% |
| 2365 | 12 | 0.1% |
| 2856 | 12 | 0.1% |
| 1645 | 12 | 0.1% |
| 1089 | 12 | 0.1% |
| Other values (1972) | 9875 |
| Value | Count | Frequency (%) |
| 928 | 6 | |
| 929 | 4 | < 0.1% |
| 930 | 4 | < 0.1% |
| 931 | 10 | |
| 932 | 3 | < 0.1% |
| 933 | 3 | < 0.1% |
| 934 | 4 | < 0.1% |
| 935 | 6 | |
| 936 | 5 | |
| 937 | 7 |
| Value | Count | Frequency (%) |
| 2927 | 8 | |
| 2926 | 5 | |
| 2925 | 3 | < 0.1% |
| 2924 | 3 | < 0.1% |
| 2923 | 2 | < 0.1% |
| 2922 | 4 | |
| 2921 | 3 | < 0.1% |
| 2920 | 5 | |
| 2919 | 5 | |
| 2918 | 2 | < 0.1% |
home_ownership_OTHER
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True | 452 |
| Value | Count | Frequency (%) |
| False | 9548 | |
| True | 452 | 4.5% |
home_ownership_OWN
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7474 | |
| True | 2526 | 25.3% |
home_ownership_RENT
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5476 | |
| True | 4524 |
| Value | Count | Frequency (%) |
| False | 7454 | |
| True | 2546 | 25.5% |
education_Masters
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8038 | |
| True | 1962 | 19.6% |
education_Other
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True | 500 |
| Value | Count | Frequency (%) |
| False | 9500 | |
| True | 500 | 5.0% |
education_PhD
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True | 462 |
| Value | Count | Frequency (%) |
| False | 9538 | |
| True | 462 | 4.6% |
marital_status_Married
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5998 | |
| True | 4002 |
marital_status_Single
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5514 | |
| True | 4486 |
marital_status_Widowed
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True | 512 |
| Value | Count | Frequency (%) |
| False | 9488 | |
| True | 512 | 5.1% |
| Value | Count | Frequency (%) |
| False | 7521 | |
| True | 2479 | 24.8% |
| Value | Count | Frequency (%) |
| False | 7477 | |
| True | 2523 | 25.2% |
| Value | Count | Frequency (%) |
| False | 7555 | |
| True | 2445 | 24.4% |
Interactions
Correlations
| account_age_days | age | credit_per_loan | credit_score | debt_to_income | dependents_to_income | education_HS | education_Masters | education_Other | education_PhD | employment_years | has_credit_card | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | income | loan_amount | loan_term_months | loan_to_income | marital_status_Married | marital_status_Single | marital_status_Widowed | monthly_expenses | num_dependents | recent_default | region_North | region_South | region_West | savings | signup_dayofweek | sin_age | target_default_risk | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account_age_days | 1.000 | 0.007 | -0.014 | -0.004 | 0.014 | -0.016 | 0.000 | 0.000 | 0.017 | 0.000 | -0.003 | 0.000 | 0.000 | 0.000 | 0.000 | -0.002 | 0.015 | -0.017 | 0.016 | 0.000 | 0.000 | 0.000 | 0.016 | -0.020 | 0.022 | 0.009 | 0.000 | 0.000 | -0.012 | 0.005 | -0.009 | 0.026 |
| age | 0.007 | 1.000 | -0.012 | -0.000 | 0.022 | 0.014 | 0.022 | 0.018 | 0.000 | 0.031 | 0.005 | 0.019 | 0.000 | 0.003 | 0.008 | -0.027 | 0.012 | -0.004 | 0.022 | 0.000 | 0.000 | 0.000 | -0.007 | 0.006 | 0.025 | 0.000 | 0.000 | 0.000 | 0.008 | 0.005 | -0.136 | 0.024 |
| credit_per_loan | -0.014 | -0.012 | 1.000 | 0.155 | -0.743 | -0.002 | 0.025 | 0.000 | 0.032 | 0.012 | 0.005 | 0.000 | 0.000 | 0.000 | 0.012 | -0.003 | -0.984 | 0.009 | -0.762 | 0.000 | 0.024 | 0.000 | -0.010 | -0.007 | 0.000 | 0.000 | 0.000 | 0.016 | -0.003 | 0.021 | 0.010 | 0.000 |
| credit_score | -0.004 | -0.000 | 0.155 | 1.000 | -0.005 | 0.006 | 0.000 | 0.009 | 0.005 | 0.000 | -0.017 | 0.003 | 0.017 | 0.000 | 0.018 | 0.004 | 0.003 | 0.005 | -0.006 | 0.025 | 0.000 | 0.000 | -0.000 | 0.004 | 0.000 | 0.000 | 0.019 | 0.042 | 0.010 | 0.009 | -0.004 | 0.084 |
| debt_to_income | 0.014 | 0.022 | -0.743 | -0.005 | 1.000 | 0.216 | 0.000 | 0.000 | 0.008 | 0.013 | -0.015 | 0.000 | 0.000 | 0.000 | 0.000 | -0.577 | 0.751 | -0.017 | 0.988 | 0.000 | 0.000 | 0.024 | -0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | -0.017 | -0.014 | 0.495 |
| dependents_to_income | -0.016 | 0.014 | -0.002 | 0.006 | 0.216 | 1.000 | 0.000 | 0.008 | 0.028 | 0.045 | -0.005 | 0.021 | 0.000 | 0.000 | 0.000 | -0.367 | 0.002 | -0.008 | 0.215 | 0.000 | 0.000 | 0.021 | 0.014 | 0.880 | 0.043 | 0.016 | 0.000 | 0.013 | -0.007 | -0.001 | -0.009 | 0.370 |
| education_HS | 0.000 | 0.022 | 0.025 | 0.000 | 0.000 | 0.000 | 1.000 | 0.288 | 0.133 | 0.128 | 0.031 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.010 | 0.024 | 0.000 | 0.007 |
| education_Masters | 0.000 | 0.018 | 0.000 | 0.009 | 0.000 | 0.008 | 0.288 | 1.000 | 0.112 | 0.108 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.003 | 0.022 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.019 | 0.011 | 0.000 |
| education_Other | 0.017 | 0.000 | 0.032 | 0.005 | 0.008 | 0.028 | 0.133 | 0.112 | 1.000 | 0.048 | 0.017 | 0.001 | 0.004 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.008 |
| education_PhD | 0.000 | 0.031 | 0.012 | 0.000 | 0.013 | 0.045 | 0.128 | 0.108 | 0.048 | 1.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.013 | 0.028 | 0.000 |
| employment_years | -0.003 | 0.005 | 0.005 | -0.017 | -0.015 | -0.005 | 0.031 | 0.017 | 0.017 | 0.009 | 1.000 | 0.016 | 0.000 | 0.000 | 0.010 | 0.007 | -0.009 | 0.013 | -0.015 | 0.000 | 0.000 | 0.000 | 0.004 | -0.004 | 0.000 | 0.002 | 0.029 | 0.028 | -0.001 | 0.012 | -0.029 | 0.025 |
| has_credit_card | 0.000 | 0.019 | 0.000 | 0.003 | 0.000 | 0.021 | 0.009 | 0.000 | 0.001 | 0.000 | 0.016 | 1.000 | 0.000 | 0.002 | 0.000 | 0.024 | 0.016 | 0.000 | 0.022 | 0.000 | 0.000 | 0.006 | 0.033 | 0.014 | 0.000 | 0.023 | 0.000 | 0.008 | 0.000 | 0.026 | 0.006 | 0.058 |
| home_ownership_OTHER | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 1.000 | 0.126 | 0.197 | 0.000 | 0.014 | 0.014 | 0.022 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.026 | 0.000 |
| home_ownership_OWN | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.126 | 1.000 | 0.528 | 0.003 | 0.000 | 0.011 | 0.000 | 0.008 | 0.011 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.010 | 0.000 | 0.021 | 0.000 |
| home_ownership_RENT | 0.000 | 0.008 | 0.012 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.197 | 0.528 | 1.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.022 |
| income | -0.002 | -0.027 | -0.003 | 0.004 | -0.577 | -0.367 | 0.000 | 0.016 | 0.030 | 0.000 | 0.007 | 0.024 | 0.000 | 0.003 | 0.000 | 1.000 | 0.005 | 0.008 | -0.574 | 0.000 | 0.000 | 0.000 | -0.003 | 0.007 | 0.034 | 0.000 | 0.000 | 0.000 | 0.004 | 0.005 | 0.009 | 0.831 |
| loan_amount | 0.015 | 0.012 | -0.984 | 0.003 | 0.751 | 0.002 | 0.000 | 0.003 | 0.000 | 0.000 | -0.009 | 0.016 | 0.014 | 0.000 | 0.000 | 0.005 | 1.000 | -0.009 | 0.770 | 0.005 | 0.030 | 0.019 | 0.009 | 0.007 | 0.000 | 0.000 | 0.013 | 0.000 | 0.004 | -0.020 | -0.011 | 0.000 |
| loan_term_months | -0.017 | -0.004 | 0.009 | 0.005 | -0.017 | -0.008 | 0.016 | 0.022 | 0.000 | 0.000 | 0.013 | 0.000 | 0.014 | 0.011 | 0.013 | 0.008 | -0.009 | 1.000 | -0.014 | 0.017 | 0.017 | 0.040 | -0.008 | -0.001 | 0.020 | 0.031 | 0.000 | 0.000 | -0.001 | -0.005 | 0.002 | 0.021 |
| loan_to_income | 0.016 | 0.022 | -0.762 | -0.006 | 0.988 | 0.215 | 0.000 | 0.000 | 0.000 | 0.023 | -0.015 | 0.022 | 0.022 | 0.000 | 0.000 | -0.574 | 0.770 | -0.014 | 1.000 | 0.000 | 0.005 | 0.018 | 0.008 | 0.002 | 0.000 | 0.000 | 0.000 | 0.017 | 0.001 | -0.017 | -0.015 | 0.473 |
| marital_status_Married | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.005 | 0.017 | 0.000 | 1.000 | 0.737 | 0.189 | 0.000 | 0.020 | 0.001 | 0.020 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| marital_status_Single | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.030 | 0.017 | 0.005 | 0.737 | 1.000 | 0.209 | 0.000 | 0.008 | 0.000 | 0.023 | 0.011 | 0.019 | 0.000 | 0.020 | 0.000 | 0.000 |
| marital_status_Widowed | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.021 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.040 | 0.018 | 0.189 | 0.209 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| monthly_expenses | 0.016 | -0.007 | -0.010 | -0.000 | -0.001 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.033 | 0.026 | 0.016 | 0.000 | -0.003 | 0.009 | -0.008 | 0.008 | 0.000 | 0.000 | 0.000 | 1.000 | 0.012 | 0.033 | 0.000 | 0.000 | 0.010 | -0.013 | 0.003 | 0.009 | 0.014 |
| num_dependents | -0.020 | 0.006 | -0.007 | 0.004 | 0.001 | 0.880 | 0.000 | 0.000 | 0.013 | 0.000 | -0.004 | 0.014 | 0.000 | 0.000 | 0.004 | 0.007 | 0.007 | -0.001 | 0.002 | 0.020 | 0.008 | 0.000 | 0.012 | 1.000 | 0.017 | 0.000 | 0.017 | 0.000 | -0.004 | -0.002 | -0.007 | 0.000 |
| recent_default | 0.022 | 0.025 | 0.000 | 0.000 | 0.000 | 0.043 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.020 | 0.000 | 0.001 | 0.000 | 0.000 | 0.033 | 0.017 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 |
| region_North | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.010 | 0.000 | 0.000 | 0.002 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.020 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.333 | 0.326 | 0.020 | 0.000 | 0.000 | 0.000 |
| region_South | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.018 | 0.011 | 0.000 | 0.000 | 0.017 | 0.000 | 0.333 | 1.000 | 0.330 | 0.020 | 0.000 | 0.000 | 0.000 |
| region_West | 0.000 | 0.000 | 0.016 | 0.042 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.008 | 0.028 | 0.008 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.019 | 0.000 | 0.010 | 0.000 | 0.000 | 0.326 | 0.330 | 1.000 | 0.019 | 0.017 | 0.000 | 0.000 |
| savings | -0.012 | 0.008 | -0.003 | 0.010 | 0.004 | -0.007 | 0.010 | 0.000 | 0.000 | 0.000 | -0.001 | 0.000 | 0.000 | 0.010 | 0.000 | 0.004 | 0.004 | -0.001 | 0.001 | 0.000 | 0.000 | 0.000 | -0.013 | -0.004 | 0.000 | 0.020 | 0.020 | 0.019 | 1.000 | -0.009 | -0.007 | 0.035 |
| signup_dayofweek | 0.005 | 0.005 | 0.021 | 0.009 | -0.017 | -0.001 | 0.024 | 0.019 | 0.008 | 0.013 | 0.012 | 0.026 | 0.014 | 0.000 | 0.000 | 0.005 | -0.020 | -0.005 | -0.017 | 0.000 | 0.020 | 0.000 | 0.003 | -0.002 | 0.000 | 0.000 | 0.000 | 0.017 | -0.009 | 1.000 | -0.004 | 0.000 |
| sin_age | -0.009 | -0.136 | 0.010 | -0.004 | -0.014 | -0.009 | 0.000 | 0.011 | 0.000 | 0.028 | -0.029 | 0.006 | 0.026 | 0.021 | 0.023 | 0.009 | -0.011 | 0.002 | -0.015 | 0.000 | 0.000 | 0.000 | 0.009 | -0.007 | 0.013 | 0.000 | 0.000 | 0.000 | -0.007 | -0.004 | 1.000 | 0.000 |
| target_default_risk | 0.026 | 0.024 | 0.000 | 0.084 | 0.495 | 0.370 | 0.007 | 0.000 | 0.008 | 0.000 | 0.025 | 0.058 | 0.000 | 0.000 | 0.022 | 0.831 | 0.000 | 0.021 | 0.473 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| age | income | savings | monthly_expenses | num_dependents | credit_score | loan_amount | loan_term_months | employment_years | recent_default | has_credit_card | signup_dayofweek | debt_to_income | sin_age | target_default_risk | loan_to_income | dependents_to_income | credit_per_loan | account_age_days | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | education_HS | education_Masters | education_Other | education_PhD | marital_status_Married | marital_status_Single | marital_status_Widowed | region_North | region_South | region_West | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30.0 | 66737.0 | 11155.0 | 2272.0 | 2.0 | 605.076204 | 26965.0 | 48.0 | 3.9 | 1.0 | 1.0 | 6.0 | 0.404 | 0.141120 | 1 | 0.404043 | 0.000030 | 0.022438 | 2011 | False | False | True | True | False | False | False | False | True | False | False | False | True |
| 1 | 22.0 | 70740.0 | 997.0 | 1934.0 | 1.0 | 683.291967 | 4681.0 | 36.0 | 0.7 | 0.0 | 0.0 | 2.0 | 0.066 | 0.808496 | 1 | 0.066171 | 0.000014 | 0.145940 | 2652 | False | False | True | False | False | False | False | True | False | False | False | False | False |
| 2 | 68.0 | 38890.0 | 1929.0 | 1696.0 | 0.0 | 658.003360 | 12633.0 | 72.0 | 2.2 | 0.0 | 1.0 | 2.0 | 0.325 | 0.494113 | 0 | 0.324831 | 0.000000 | 0.052082 | 2778 | False | True | False | False | False | False | False | False | True | False | False | False | False |
| 3 | 49.0 | 29049.0 | 6284.0 | 2485.0 | 1.0 | 707.477864 | 20881.0 | 36.0 | 2.7 | 0.0 | 1.0 | 6.0 | 0.719 | -0.982453 | 0 | 0.718795 | 0.000034 | 0.033880 | 2816 | False | True | False | True | False | False | False | True | False | False | False | True | False |
| 4 | 74.0 | 60063.0 | 924.0 | 3179.0 | 2.0 | 564.768511 | 19438.0 | 36.0 | 10.3 | 0.0 | 0.0 | 1.0 | 0.324 | 0.898708 | 1 | 0.323621 | 0.000033 | 0.029053 | 2226 | False | False | False | False | True | False | False | False | True | False | False | False | True |
| 5 | 56.0 | 37852.0 | 4826.0 | 3055.0 | 3.0 | 686.863529 | 15328.0 | 48.0 | 1.3 | 0.0 | 1.0 | 3.0 | 0.405 | -0.631267 | 0 | 0.404935 | 0.000079 | 0.044808 | 2616 | False | False | True | False | True | False | False | False | True | False | False | True | False |
| 6 | 19.0 | 64635.0 | 5240.0 | 2737.0 | 2.0 | 564.799942 | 23469.0 | 48.0 | 6.7 | 0.0 | 1.0 | 1.0 | 0.363 | 0.946300 | 1 | 0.363095 | 0.000031 | 0.024065 | 1484 | False | False | True | True | False | False | False | False | False | False | True | False | False |
| 7 | 44.0 | 58003.0 | 6113.0 | 1607.0 | 1.0 | 590.309854 | 1000.0 | 48.0 | 0.5 | 0.0 | 0.0 | 2.0 | 0.017 | -0.951602 | 1 | 0.017240 | 0.000017 | 0.589720 | 2288 | False | True | False | False | False | True | False | False | True | False | False | False | False |
| 8 | 18.0 | 41132.0 | 14936.0 | 1414.0 | 2.0 | 616.701030 | 22800.0 | 72.0 | 2.1 | 0.0 | 1.0 | 2.0 | 0.554 | 0.973848 | 0 | 0.554299 | 0.000049 | 0.027047 | 2820 | False | True | False | False | False | False | True | True | False | False | False | False | False |
| 9 | 29.0 | 51038.0 | 12639.0 | 2514.0 | 1.0 | 604.902807 | 6050.0 | 60.0 | 6.0 | 0.0 | 0.0 | 5.0 | 0.119 | 0.239249 | 0 | 0.118537 | 0.000020 | 0.099967 | 1431 | False | False | True | False | True | False | False | False | True | False | False | False | False |
| age | income | savings | monthly_expenses | num_dependents | credit_score | loan_amount | loan_term_months | employment_years | recent_default | has_credit_card | signup_dayofweek | debt_to_income | sin_age | target_default_risk | loan_to_income | dependents_to_income | credit_per_loan | account_age_days | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | education_HS | education_Masters | education_Other | education_PhD | marital_status_Married | marital_status_Single | marital_status_Widowed | region_North | region_South | region_West | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 59.0 | 32742.0 | 1186.0 | 1812.0 | 1.0 | 631.216400 | 34003.0 | 48.0 | 5.0 | 0.0 | 0.0 | 5.0 | 1.038 | -0.373877 | 0 | 1.038482 | 0.000031 | 0.018563 | 1095 | False | False | True | True | False | False | False | False | True | False | False | False | True |
| 9991 | 25.0 | 46494.0 | 9050.0 | 2738.0 | 0.0 | 682.637063 | 20116.0 | 48.0 | 5.1 | 0.0 | 1.0 | 5.0 | 0.433 | 0.598472 | 1 | 0.432649 | 0.000000 | 0.033933 | 2873 | False | False | True | False | True | False | False | True | False | False | False | False | True |
| 9992 | 46.0 | 100954.0 | 3499.0 | 1049.0 | 2.0 | 590.862758 | 11164.0 | 72.0 | 11.7 | 0.0 | 1.0 | 2.0 | 0.111 | -0.993691 | 1 | 0.110584 | 0.000020 | 0.052921 | 2141 | False | False | False | False | False | False | False | False | True | False | False | True | False |
| 9993 | 36.0 | 31124.0 | 2188.0 | 1427.0 | 1.0 | 612.918320 | 32198.0 | 36.0 | 0.3 | 0.0 | 1.0 | 6.0 | 1.034 | -0.442520 | 0 | 1.034474 | 0.000032 | 0.019035 | 989 | False | False | True | False | False | False | False | False | True | False | False | False | False |
| 9994 | 42.0 | 61252.0 | 1911.0 | 1042.0 | 1.0 | 774.953485 | 13243.0 | 48.0 | 0.9 | 0.0 | 0.0 | 3.0 | 0.216 | -0.871576 | 1 | 0.216202 | 0.000016 | 0.058514 | 2763 | False | False | False | True | False | False | False | True | False | False | False | False | False |
| 9995 | 54.0 | 44507.0 | 5975.0 | 2520.0 | 1.0 | 699.633352 | 31089.0 | 48.0 | 5.3 | 0.0 | 1.0 | 3.0 | 0.699 | -0.772764 | 1 | 0.698504 | 0.000022 | 0.022503 | 2140 | False | False | True | True | False | False | False | False | True | False | False | False | False |
| 9996 | 50.0 | 20651.0 | 10203.0 | 1020.0 | 3.0 | 680.774066 | 8977.0 | 60.0 | 9.6 | 0.0 | 0.0 | 3.0 | 0.435 | -0.958924 | 0 | 0.434679 | 0.000145 | 0.075827 | 2693 | False | False | True | False | False | False | True | False | False | False | True | False | False |
| 9997 | 43.0 | 33827.0 | 3848.0 | 2562.0 | 1.0 | 655.562748 | 24319.0 | 60.0 | 4.3 | 0.0 | 0.0 | 4.0 | 0.719 | -0.916166 | 0 | 0.718902 | 0.000030 | 0.026956 | 2545 | True | False | False | True | False | False | False | True | False | False | False | False | True |
| 9998 | 44.0 | 38273.0 | 15251.0 | 1060.0 | 2.0 | 653.277645 | 1000.0 | 24.0 | 11.4 | 0.0 | 1.0 | 6.0 | 0.026 | -0.951602 | 0 | 0.026127 | 0.000052 | 0.652625 | 2347 | False | False | False | False | False | True | False | False | True | False | True | False | False |
| 9999 | 30.0 | 53614.0 | 6201.0 | 1310.0 | 1.0 | 663.975556 | 5205.0 | 60.0 | 9.8 | 0.0 | 1.0 | 5.0 | 0.097 | 0.141120 | 1 | 0.097081 | 0.000019 | 0.127540 | 2866 | False | False | True | False | False | False | False | False | False | False | True | False | False |